Update README.md

README.md

@@ -32,12 +32,6 @@ This model is a domain-adapted version of LLaMA 3.2 3B Instruct. It has been fin
 - **License:** Apache 2.0  
 - **Finetuned from model:** meta-llama/Llama-3.2-3B-Instruct  
 
-### Model Sources
-
-- **Repository:** [More Information Needed]  
-- **Paper [optional]:** [More Information Needed]  
-- **Demo [optional]:** [More Information Needed]  
-
 ## Uses
 
 ### Direct Use
@@ -96,14 +90,11 @@ Tokenization using LLaMA tokenizer with special medical instruction formatting.
 #### Training Hyperparameters
 
 * **Training regime:** bf16 mixed precision
-* **Epochs:** 3
-* **Batch size:** 64
-* **Learning rate:** 2e-5
+* **Learning rate:** 1e-5
 
 #### Speeds, Sizes, Times
 
 * **Training time:** \~12 hours on 4×A100 GPUs
-* **Final model size:** \~3.1B parameters
 
 ## Evaluation
 
@@ -165,23 +156,6 @@ Explainability tools like LLaMA-MedLens (if available) are suggested to interpre
 * Unsloth
 * PyTorch 2.1
 
-## Citation
-
-**BibTeX:**
-
-```bibtex
-@misc{medillama_2025,
-  author       = {InferenceLab},
-  title        = {MediLlama-3.2: A Medical Chatbot Fine-Tuned from LLaMA 3.2},
-  year         = {2025},
-  publisher    = {HuggingFace},
-  howpublished = {\url{https://huggingface.co/InferenceLab/MediLlama-3.2}},
-}
-```
-
-**APA:**
-
-InferenceLab. (2025). *MediLlama-3.2: A Medical Chatbot Fine-Tuned from LLaMA 3.2*. Hugging Face. [https://huggingface.co/InferenceLab/MediLlama-3.2](https://huggingface.co/InferenceLab/MediLlama-3.2)
 
 ## Glossary
 
@@ -197,8 +171,6 @@ For collaborations, deployment help, or fine-tuning extensions, please contact t
 
 * InferenceLab Team
 
-## Model Card Contact
 
-* [[email protected]](mailto:[email protected])